PurposeTo develop a risk score based on a prognostic model and a nomogram integrating baseline clinicopathological variables to predict bladder cancer-specific survival (BCSS) to neoadjuvant chemotherapy (NAC) in muscle-invasive bladder cancer (MIBC) patients.MethodsWe retrospectively identified a consecutive sample of 247 MIBC patients treated with cisplatin-based NAC-plus-cystectomy in two Spanish hospitals between 2000 and 2019. Age at MIBC diagnosis, sex, histology, lymphovascular invasion, previous non-MIBC, hydronephrosis, and clinical TNM were included in the initial Cox regression model. A risk score was computed based on the final prognostic model and a nomogram was used to estimate BCSS at 2 and 5 years.ResultsMedian age was 66 years; 89% were males; 83% had pure urothelial carcinoma; 16.2% had previous non-MIBC. Clinical stage was T2N0, T3-4aN0, and Tx-4N + in 24%, 57%, and 19% of patients, respectively. Complete pathological response was seen in 29.4% and downstaging to non-MIBC (ypT1, ypTa, ypTis) in 12.5% of patients. Overall 5-year BCSS was 59%. Four prognostic factors were identified: variant histology, previous non-MIBC, female sex and hydronephrosis. By adding the points attributed to each of these factors, we categorized patients in three groups: low-risk (0 points); intermediate-risk (1–9 points); high-risk (≥ 10 points). Five-year BCSS was 72%, 53%, and 15%, respectively (p < 0.0001).ConclusionWe developed a nomogram and risk score based on four baseline clinicopathological characteristics to predict BCSS to NAC-plus-cystectomy in MIBC patients. If validated in prospective studies, this nomogram can be useful for selecting patients likely to benefit from NAC.